Using Neuro-Fuzzy Approach to Reduce False Positive Alerts. - Riyad Alshammari; Sumalee Sonamthiang; Mohsen Teimouri; Denis Riordan (CNSR, 2007)

A flow based approach for SSH traffic detection. - Riyad Alshammari; Nur Zincir-Heywood (SMC, 2007)

A Preliminary Performance Comparison of Two Feature Sets for Encrypted Traffic Classification. - Riyad Alshammari; Nur Zincir-Heywood (CISIS, 2008)

Investigating Two Different Approaches for Encrypted Traffic Classification. - Riyad Alshammari; Nur Zincir-Heywood (PST, 2008)

Generalization of signatures for SSH encrypted traffic identification. - Riyad Alshammari; Nur Zincir-Heywood (CICS, 2009)

Machine learning based encrypted traffic classification: Identifying SSH and Skype. - Riyad Alshammari; Nur Zincir-Heywood (CISDA, 2009)

Classifying SSH encrypted traffic with minimum packet header features using genetic programming. - Riyad Alshammari; Peter Lichodzijewski; Malcolm I. Heywood; Nur Zincir-Heywood (GECCO (Companion), 2009)

Unveiling Skype encrypted tunnels using GP. - Riyad Alshammari; Nur Zincir-Heywood (IEEE Congress on Evolutionary Computation, 2010)

An investigation on the identification of VoIP traffic: Case study on Gtalk and Skype. - Riyad Alshammari; Nur Zincir-Heywood (CNSM, 2010)

Is machine learning losing the battle to produce transportable signatures against VoIP traffic? - Riyad Alshammari; Nur Zincir-Heywood (IEEE Congress on Evolutionary Computation, 2011)

Can encrypted traffic be identified without port numbers, IP addresses and payload inspection? - Riyad Alshammari; Nur Zincir-Heywood (Comput. Networks, 2011)

The Impact of Evasion on the Generalization of Machine Learning Algorithms to Classify VoIP Traffic. - Riyad Alshammari; Nur Zincir-Heywood (ICCCN, 2012)

Aligning Public Health and Health Informatics Research Strengths with National Level Research Priorities in Saudi Arabia. - Mowafa S. Househ; Riyad Alshammari; Huda Jradi; Omar B. Da'ar; Basema Saddik; Ahmed Alamry (ICIMTH, 2014)

Building a Culture of Health Informatics Innovation and Entrepreneurship: A New Frontier. - Mowafa S. Househ; Riyad Alshammari; Mariam Almutairi; Amr Jamal; Saleh Alshoaib (ICIMTH, 2015)

Identification of VoIP encrypted traffic using a machine learning approach. - Riyad Alshammari; Nur Zincir-Heywood (J. King Saud Univ. Comput. Inf. Sci., 2015)

How Robust Can a Machine Learning Approach Be for Classifying Encrypted VoIP? - Riyad Alshammari; Nur Zincir-Heywood (J. Netw. Syst. Manag., 2015)

Type-2 Diabetes Mellitus Diagnosis from Time Series Clinical Data Using Deep Learning Models. - Zakhriya Alhassan; A. Stephen McGough; Riyad Alshammari; Tahani Daghstani; David Budgen; Noura Al Moubayed (ICANN (3), 2018)

Stacked Denoising Autoencoders for Mortality Risk Prediction Using Imbalanced Clinical Data. - Zakhriya Alhassan; David Budgen; Riyad Alshammari; Tahani Daghstani; A. Stephen McGough; Noura Al Moubayed (ICMLA, 2018)

Are There Bots even in FIFA World Cup 2018 Tweets? - Moath Bagarish; Riyad Alshammari; Nur Zincir-Heywood (CNSM, 2019)

Collaborative Denoising Autoencoder for High Glycated Haemoglobin Prediction. - Zakhriya Alhassan; David Budgen; Ali Alessa; Riyad Alshammari; Tahani Daghstani; Noura Al Moubayed (ICANN (Workshop), 2019)

Predictors of outpatients' no-show: big data analytics using apache spark. - Tahani Daghistani; Huda Alghamdi; Riyad Alshammari; Raed H. AlHazme (J. Big Data, 2020)

An Improved Dense V-Network for Fast and Precise Segmentation of Left Atrium. - Asma Kausar; Imran Razzak; Mohd Ibrahim Shapiai; Riyad Alshammari (IJCNN, 2021)

Depicting Instant Messaging Encrypted Traffic Characteristics through an Empirical Study. - Zolboo Erdenebaatar; Riyad Alshammari; Biswajit Nandy; Nabil Seddigh; Marwa Elsayed; Nur Zincir-Heywood (ICCCN, 2023)

Analyzing Traffic Characteristics of Instant Messaging Applications on Android Smartphones. - Zolboo Erdenebaatar; Riyad Alshammari; Nur Zincir-Heywood; Marwa Elsayed; Biswajit Nandy; Nabil Seddigh (NOMS, 2023)

Instant Messaging Application Encrypted Traffic Generation System. - Zolboo Erdenebaatar; Biswajit Nandy; Nabil Seddigh; Riyad Alshammari; Marwa Elsayed; Nur Zincir-Heywood (NOMS, 2023)

Identification of stroke using deepnet machine learning algorithm. - Abdulwahhab Alshammari; Noorah Atiyah; Hanoof Alaboodi; Riyad Alshammari (Int. J. Medical Eng. Informatics, 2023)

Encrypted Mobile Instant Messaging Traffic Dataset. - Zolboo Erdenebaatar; Riyad Alshammari; Nur Zincir-Heywood; Marwa Elsayed; Biswajit Nandy; Nabil Seddigh (IEEE DataPort, 2023)

Edge-Cloud VPN Traffic Analysis over Cross Platforms. - Haotian Liu; Riyad Alshammari; Nur Zincir-Heywood (WF-IoT, 2024)

Dalhousie NIMS Lab VPN 2024 Dataset. - Haotian Liu; Riyad Alshammari; Nur Zincir-Heywood (IEEE DataPort, 2024)

Identifying Synchronous and Asynchronous Communications in IMA Traffic. - Srivathsan Thirumurugan; Julia Silva Weber; Riyad Alshammari; Nur Zincir-Heywood; Biswajit Nandy; Nabil Seddigh (NOMS, 2025)

Encrypted Network Traffic Analysis (ENTA) Platform: IMA VoIP Traffic Identification. - Julia Silva Weber; Srivathsan Thirumurugan; Riyad Alshammari; Nur Zincir-Heywood; Manjinder Nir; Donald Bennett; Delfin Y. Montuno; Biswajit Nandy; Nabil Seddigh (NOMS, 2025)